Adaptive critic design-based regulation of the DC-bus voltage in wind energy conversion systems
Maher Abdelkhalek Azzouz, Abdel Latif Elshafei, H. Emara · 2010
This paper proposes a new regulator of the DC-link voltage of a variable speed wind energy conversion system based on adaptive critic designs (ACDs). A zero-order Takagi-Sugeno fuzzy rule base constitutes the core of the controller. A heuristic dynamic programming based approach is used to train the controller and enable it to provide nonlinear near-optimal control at different operating conditions. Based on the connectionist systems theory, the parameters of the neurofuzzy controller, including the membership functions, undergo training. Simulation results compare the performance of partially and fully updated neurofuzzy controllers with a conventional PI controller. Simulation results indicate that the fully updated neurofuzzy controller can noticeably improve the performance.